498 citations · 1.6k across the 46 of their papers we have counts for
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cs.LG2016★ 498 cited
Deep Unsupervised Clustering with Gaussian Mixture Variational Autoencoders
Nat Dilokthanakul, Pedro A. M. Mediano, Marta Garnelo +4
We study a variant of the variational autoencoder model (VAE) with a Gaussian mixture as a prior distribution, with the goal of performing unsupervised clustering through deep gene…
q-bio.NC2016★ 17 cited
Integrated Information and Metastability in Systems of Coupled Oscillators
Pedro A. M. Mediano, Juan Carlos Farah, Murray Shanahan
It has been shown that sets of oscillators in a modular network can exhibit a rich variety of metastable chimera states, in which synchronisation and desynchronisation coexist. Ind…